RefereeBench - Entity Perception: leaderboard
Metric: Accuracy (%) on entity-perception questions (Q6), averaged across 11 sports; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 79.2 |
| 2 | Gemini 3 Pro | 78.6 |
| 3 | Seed 1.8 | 76.8 |
| 4 | GPT-5 | 72.6 |
| 5 | GPT-4o | 65.3 |
| 6 | Claude Sonnet 4.5 | 59.1 |
| 7 | Claude Haiku 4.5 | 55.4 |
Interactive version: theaggregate.ai/benchmark?slug=refereebench-entity-perception · How It Works · Data refreshed daily, snapshot 2026-10-07.